Planetary-Gearbox Fault Classification by Convolutional Neural Network and Recurrence Plot

[1]  H. Abarbanel,et al.  Determining embedding dimension for phase-space reconstruction using a geometrical construction. , 1992, Physical review. A, Atomic, molecular, and optical physics.

[2]  Yu Guo,et al.  Envelope synchronous average scheme for multi-axis gear faults detection , 2016 .

[3]  J. Gore,et al.  Mutual information analysis of the EEG in patients with Alzheimer's disease , 2001, Clinical Neurophysiology.

[4]  Jianjun Hu,et al.  End-To-End Convolutional Neural Network Model for Gear Fault Diagnosis Based on Sound Signals , 2018, Applied Sciences.

[5]  Fraser,et al.  Independent coordinates for strange attractors from mutual information. , 1986, Physical review. A, General physics.

[6]  Jürgen Kurths,et al.  Recurrence plots for the analysis of complex systems , 2009 .

[7]  L. Cao.  Practical method for determining the minimum embedding dimension of a scalar time series , 1997 .

[8]  Grzegorz Litak,et al.  Failure Diagnosis of a Gear Box by Recurrences , 2012 .

[9]  Steven Verstockt,et al.  Convolutional Neural Network Based Fault Detection for Rotating Machinery , 2016 .

[10]  Ting Liu,et al.  Recent advances in convolutional neural networks , 2015, Pattern Recognit..

[11]  Cancan Yi,et al.  A Novel Fault Feature Recognition Method for Time-Varying Signals and Its Application to Planetary Gearbox Fault Diagnosis under Variable Speed Conditions , 2019, Sensors.

[12]  Grzegorz Litak,et al.  Analysis of cycle-to-cycle pressure oscillations in a diesel engine , 2008 .

[13]  Ming Zhao,et al.  A convolutional neural network based feature learning and fault diagnosis method for the condition monitoring of gearbox , 2017 .

[14]  K. R. Fyfe,et al.  ANALYSIS OF COMPUTED ORDER TRACKING , 1997 .

[15]  Jürgen Kurths,et al.  Influence of observational noise on the recurrence quantification analysis , 2002 .

[16]  Jing Na,et al.  Vibration separation technique based localized tooth fault detection of planetary gear sets: A tutorial , 2019, Mechanical Systems and Signal Processing.

[17]  Zhang Yu,et al.  Fault Diagnosis for Planetary Gearbox Based on EMD and Deep Convolutional Neural Networks , 2019, Journal of Mechanical Engineering.

[18]  ZhiQiang Chen,et al.  Gearbox Fault Identification and Classification with Convolutional Neural Networks , 2015 .

[19]  Ming J. Zuo,et al.  Amplitude and frequency demodulation analysis for fault diagnosis of planet bearings , 2016 .